Semantic Segmentation with Generative Models: Semi-Supervised Learning and Strong Out-of-Domain Generalization

12 April 2021

Daiqing Li

Junlin Yang

Karsten Kreis

Antonio Torralba

Sanja Fidler

GAN

MedIm

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Papers citing "Semantic Segmentation with Generative Models: Semi-Supervised Learning and Strong Out-of-Domain Generalization"

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Feedback-Driven Pseudo-Label Reliability Assessment: Redefining Thresholding for Semi-Supervised Semantic Segmentation Negin Ghamsarian Sahar Nasirihaghighi Klaus Schoeffmann Raphael Sznitman 31 0 0 12 May 2025
Uncertainty and Energy based Loss Guided Semi-Supervised Semantic Segmentation Rini Smita Thakur Vinod K. Kurmi UQCV 34 1 0 03 Jan 2025
Segmenting Medical Images with Limited Data Zhaoshan Liua Qiujie Lv Chau Hung Lee L. Shen 59 11 0 12 Jul 2024
Contrastive Learning from Synthetic Audio Doppelgängers Manuel Cherep Nikhil Singh 40 1 0 09 Jun 2024
FlowSDF: Flow Matching for Medical Image Segmentation Using Distance Transforms L. Bogensperger Dominik Narnhofer Alexander Falk Konrad Schindler Thomas Pock MedIm 43 3 0 28 May 2024
Enhancing AI Diagnostics: Autonomous Lesion Masking via Semi-Supervised Deep Learning Ting-Ruen Wei Michele Hell Dang Bich Thuy Le Aren T Vierra Ran Pang Mahesh Patel Young Kang Yuling Yan 40 0 0 18 Apr 2024
Synth $^2$ : Boosting Visual-Language Models with Synthetic Captions and Image Embeddings Sahand Sharifzadeh Christos Kaplanis Shreya Pathak D. Kumaran Anastasija Ilić Jovana Mitrović Charles Blundell Andrea Banino VLM 46 9 0 12 Mar 2024
PRCL: Probabilistic Representation Contrastive Learning for Semi-Supervised Semantic Segmentation Haoyu Xie Changqi Wang Jian-jun Zhao Yang Liu Jun Dan Chong Fu Baigui Sun SSL 42 8 0 28 Feb 2024
A Survey on Domain Generalization for Medical Image Analysis Ziwei Niu Shuyi Ouyang Shiao Xie Yen-wei Chen Lanfen Lin OOD LM&MA 27 5 0 07 Feb 2024
Diversify, Don't Fine-Tune: Scaling Up Visual Recognition Training with Synthetic Images Zhuoran Yu Chenchen Zhu Sean Culatana Raghuraman Krishnamoorthi Fanyi Xiao Yong Jae Lee 117 14 0 04 Dec 2023
MUSCLE: Multi-task Self-supervised Continual Learning to Pre-train Deep Models for X-ray Images of Multiple Body Parts Weibin Liao Haoyi Xiong Qingzhong Wang Yan Mo Xuhong Li Yi Liu Zeyu Chen Siyu Huang Dejing Dou CLL 14 22 0 03 Oct 2023
AI-Generated Images as Data Source: The Dawn of Synthetic Era Zuhao Yang Fangneng Zhan Kunhao Liu Muyu Xu Shijian Lu EGVM 31 18 0 03 Oct 2023
Active Learning for Semantic Segmentation with Multi-class Label Query S. Hwang Sohyun Lee Hoyoung Kim Minhyeon Oh Jungseul Ok Suha Kwak VLM 38 7 0 17 Sep 2023
Towards Generalising Neural Topical Representations Xiaohao Yang He Zhao Dinh Q. Phung Lan Du BDL OOD MedIm 24 1 0 24 Jul 2023
Bridging the Gap: Enhancing the Utility of Synthetic Data via Post-Processing Techniques A. Lampis Eugenio Lomurno Matteo Matteucci 26 7 0 17 May 2023
Directional Connectivity-based Segmentation of Medical Images Ziyun Yang Sina Farsiu 30 36 0 31 Mar 2023
DDP: Diffusion Model for Dense Visual Prediction Yuanfeng Ji Zhe Chen Enze Xie Lanqing Hong Xihui Liu Zhaoqiang Liu Tong Lu Zhenguo Li Ping Luo DiffM VLM 47 130 0 30 Mar 2023
Your Diffusion Model is Secretly a Zero-Shot Classifier Alexander C. Li Mihir Prabhudesai Shivam Duggal Ellis L Brown Deepak Pathak DiffM VLM 55 225 0 28 Mar 2023
Semantic Ray: Learning a Generalizable Semantic Field with Cross-Reprojection Attention F. Liu Chubing Zhang Yu Zheng Yueqi Duan 31 27 0 23 Mar 2023
Neuron Structure Modeling for Generalizable Remote Physiological Measurement Hao Lu Zitong Yu Xuesong Niu Yingke Chen 34 31 0 10 Mar 2023
Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN Images Ankit V. Manerikar A. Kak VLM 26 2 0 10 Mar 2023
Adaptive Texture Filtering for Single-Domain Generalized Segmentation Xinhui Li Mingjiang Li Yaxing Wang Chuan-Xian Ren Xiaojie Guo 27 5 0 06 Mar 2023
L-MAE: Masked Autoencoders are Semantic Segmentation Datasets Augmenter Jiaru Jia Ming-Yu Liu Jiake Xie Xin Chen Hong Zhang Xin Jiang Aiqing Yang 43 0 0 21 Nov 2022
Dynamic-Pix2Pix: Noise Injected cGAN for Modeling Input and Target Domain Joint Distributions with Limited Training Data Mohammadreza Naderi N. Karimi Ali Emami S. Shirani S. Samavi 26 0 0 15 Nov 2022
Learning to Annotate Part Segmentation with Gradient Matching Yu Yang Xiaotian Cheng Hakan Bilen Xiangyang Ji GAN 32 7 0 06 Nov 2022
GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling Generalization Xuhai Xu Han Zhang Yasaman S. Sefidgar Yiyi Ren Xin Liu ... Tim Althoff Margaret E. Morris E. Riskin Jennifer Mankoff A. Dey 44 39 0 04 Nov 2022
GET3D: A Generative Model of High Quality 3D Textured Shapes Learned from Images Jun Gao Tianchang Shen Zian Wang Wenzheng Chen K. Yin Daiqing Li Or Litany Zan Gojcic Sanja Fidler 43 438 0 22 Sep 2022
One-Shot Synthesis of Images and Segmentation Masks V. Sushko Dan Zhang Juergen Gall Anna Khoreva 35 6 0 15 Sep 2022
Histopathology DatasetGAN: Synthesizing Large-Resolution Histopathology Datasets S. Rizvi P. Cicalese S. Seshan S. Sciascia J. U.Becker H. V. Nguyen MedIm 26 2 0 06 Jul 2022
Synthesizing Informative Training Samples with GAN Bo Zhao Hakan Bilen DD 37 74 0 15 Apr 2022
DL4SciVis: A State-of-the-Art Survey on Deep Learning for Scientific Visualization Chaoli Wang J. Han 38 36 0 13 Apr 2022
Semi-supervised Semantic Segmentation with Error Localization Network Donghyeon Kwon Suha Kwak 36 91 0 05 Apr 2022
GlideNet: Global, Local and Intrinsic based Dense Embedding NETwork for Multi-category Attributes Prediction Kareem M. Metwaly Aerin Kim E. Branson V. Monga 43 7 0 07 Mar 2022
Application of DatasetGAN in medical imaging: preliminary studies Zong Fan Varun A. Kelkar M. Anastasio Hua Li MedIm 19 5 0 27 Feb 2022
AI-based Medical e-Diagnosis for Fast and Automatic Ventricular Volume Measurement in the Patients with Normal Pressure Hydrocephalus Xiaoping Zhou Qinghao Ye Xiaolin Yang Jiakuan Chen Hai-Yan Ma Jun Xia Javier Del Ser Guang Yang 26 11 0 31 Jan 2022
BigDatasetGAN: Synthesizing ImageNet with Pixel-wise Annotations Daiqing Li Huan Ling Seung Wook Kim Karsten Kreis Adela Barriuso Sanja Fidler Antonio Torralba 36 103 0 12 Jan 2022
Label-Efficient Semantic Segmentation with Diffusion Models Dmitry Baranchuk Ivan Rubachev A. Voynov Valentin Khrulkov Artem Babenko DiffM VLM 195 517 0 06 Dec 2021
SemanticStyleGAN: Learning Compositional Generative Priors for Controllable Image Synthesis and Editing Yichun Shi Xiao Yang Yangyue Wan Xiaohui Shen GAN 145 83 0 04 Dec 2021
CAR -- Cityscapes Attributes Recognition A Multi-category Attributes Dataset for Autonomous Vehicles Kareem M. Metwaly Aerin Kim E. Branson V. Monga 37 4 0 16 Nov 2021
EditGAN: High-Precision Semantic Image Editing Huan Ling Karsten Kreis Daiqing Li Seung Wook Kim Antonio Torralba Sanja Fidler DiffM GAN 18 200 0 04 Nov 2021
Adapting to Unseen Vendor Domains for MRI Lesion Segmentation Brandon Mac A. Moody A. Khademi MedIm 24 0 0 14 Aug 2021
Segmentation in Style: Unsupervised Semantic Image Segmentation with Stylegan and CLIP D. Pakhomov Sanchit Hira Narayani Wagle K. Green Nassir Navab VLM 32 31 0 26 Jul 2021
Synthesis in Style: Semantic Segmentation of Historical Documents using Synthetic Data Christian Bartz H. Rätz Joseph Bethge Christoph Meinel Haojin Yang 21 6 0 14 Jul 2021
Learning to See by Looking at Noise Manel Baradad Jonas Wulff Tongzhou Wang Phillip Isola Antonio Torralba 28 89 0 10 Jun 2021
Score-based Generative Modeling in Latent Space Arash Vahdat Karsten Kreis Jan Kautz DiffM 16 659 0 10 Jun 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 54 1,177 0 02 Mar 2021
Image GANs meet Differentiable Rendering for Inverse Graphics and Interpretable 3D Neural Rendering Yuxuan Zhang Wenzheng Chen Huan Ling Jun Gao Yinan Zhang Antonio Torralba Sanja Fidler DRL 100 138 0 18 Oct 2020
Meta Pseudo Labels Hieu H. Pham Zihang Dai Qizhe Xie Minh-Thang Luong Quoc V. Le VLM 262 656 0 23 Mar 2020
StyleGAN2 Distillation for Feed-forward Image Manipulation Yuri Viazovetskyi V. Ivashkin Evgenii Kashin 166 135 0 07 Mar 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 297 10,368 0 12 Dec 2018